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Variational Inference Based Kernel Dynamic Bayesian Networks for Construction of Prediction Intervals for Industrial Time Series With Incomplete Input 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2020, 卷号: 7, 期号: 5, 页码: 1429-1437
作者:  Long Chen;  Linqing Wang;  Zhongyang Han;  Jun Zhao;  Wei Wang
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Industrial time series  kernel dynamic Bayesian networks (KDBN)  prediction intervals (PIs)  variational inference  
Learning a Deep Predictive Coding Network for a Semi-Supervised 3D-Hand Pose Estimation 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2020, 卷号: 7, 期号: 5, 页码: 1371-1379
作者:  Jamal Banzi;  Isack Bulugu;  Zhongfu Ye
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Convolutional neural networks  deep learning  hand pose estimation  human-machine interaction  predictive coding  recurrent neural networks  unsupervised learning  
Major Development Under Gaussian Filtering Since Unscented Kalman Filter 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2020, 卷号: 7, 期号: 5, 页码: 1308-1325
作者:  Abhinoy Kumar Singh
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Bayesian framework  cubature rule-based filtering  Gaussian filters  Gaussian sum and square-root filtering  nonlinear filtering  quadrature rule-based filtering  unscented transformation  
AI-Based Modeling and Data-Driven Evaluation for Smart Manufacturing Processes 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2020, 卷号: 7, 期号: 4, 页码: 1026-1037
作者:  Mohammadhossein Ghahramani;  Yan Qiao;  MengChu Zhou;  Adrian O’Hagan;  James Sweeney
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Artificial intelligence (AI)  cyber physical systems  feature selection  genetic algorithms (GA)  industrial internet of things (IIOT)  machine learning  neural network (NN)  smart manufacturing  
Deep Learning and Time Series-to-Image Encoding for Financial Forecasting 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2020, 卷号: 7, 期号: 3, 页码: 683-693
作者:  Silvio Barra;  Salvatore Mario Carta;  Andrea Corriga;  Alessandro Sebastian Podda;  Diego Reforgiato Recupero
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Convolutional neural networks (CNNs)  ensemble of CNNs  financial forecasting  Gramian angular fields (GAF) imaging  
BAS-ADAM: An ADAM Based Approach to Improve the Performance of Beetle Antennae Search Optimizer 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2020, 卷号: 7, 期号: 2, 页码: 461-471
作者:  Ameer Hamza Khan;  Xinwei Cao;  Shuai Li;  Vasilios N. Katsikis;  Liefa Liao
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Adaptive moment estimation (ADAM)  Beetle antennae search (BAM)  gradient estimation  metaheuristic optimization  nature-inspired algorithms  neural network  
Data-Driven Based Fault Prognosis for Industrial Systems: A Concise Overview 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2020, 卷号: 7, 期号: 2, 页码: 330-345
作者:  Kai Zhong;  Min Han;  Bing Han
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Data-driven  fault prognosis  feature extraction  industrial systems  
A Hyper-Heuristic Framework for Lifetime Maximization in Wireless Sensor Networks With A Mobile Sink 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2020, 卷号: 7, 期号: 1, 页码: 223-236
作者:  Jinghui Zhong;  Zhixing Huang;  Liang Feng;  Wan Du;  Ying Li
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Genetic programming  hyper-heuristics  static and dynamic networks  wireless sensor networks (WSNs)  
Deep Imitation Learning for Autonomous Vehicles Based on Convolutional Neural Networks 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2020, 卷号: 7, 期号: 1, 页码: 82-95
作者:  Parham M. Kebria;  Abbas Khosravi;  Syed Moshfeq Salaken;  Saeid Nahavandi
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Autonomous vehicles  convolutional neural networks  deep learning  imitation learning  
Integration of Facial Thermography in EEG-based Classification of ASD 期刊论文
International Journal of Automation and Computing, 2020, 卷号: 17, 期号: 6, 页码: 837-854
作者:  Dilantha Haputhanthri;  Gunavaran Brihadiswaran;  Sahan Gunathilaka;  Dulani Meedeniya;  Sampath Jayarathna;  Mark Jaime;  Christopher Harshaw
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Autism spectrum disorder  facial thermography  EEG signal processing  machine learning  decision support system  ASDGenus.